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mananthakris
/
e5-base-ft-abo

Sentence Similarity
sentence-transformers
Safetensors
bert
feature-extraction
dense
Generated from Trainer
dataset_size:7232
loss:TripletLoss
text-embeddings-inference
Model card Files
xet
Community
mananthakris commited on
Commit
9af4a91
·
verified ·
1 Parent(s): 0b8f4ff

Initial fine-tuned checkpoint

Browse files
Files changed (11) hide show
  1. 1_Pooling/config.json +10 -0
  2. README.md +670 -0
  3. config.json +25 -0
  4. config_sentence_transformers.json +14 -0
  5. model.safetensors +3 -0
  6. modules.json +20 -0
  7. sentence_bert_config.json +4 -0
  8. special_tokens_map.json +37 -0
  9. tokenizer.json +0 -0
  10. tokenizer_config.json +63 -0
  11. vocab.txt +0 -0
1_Pooling/config.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "word_embedding_dimension": 768,
3
+ "pooling_mode_cls_token": false,
4
+ "pooling_mode_mean_tokens": true,
5
+ "pooling_mode_max_tokens": false,
6
+ "pooling_mode_mean_sqrt_len_tokens": false,
7
+ "pooling_mode_weightedmean_tokens": false,
8
+ "pooling_mode_lasttoken": false,
9
+ "include_prompt": true
10
+ }
README.md ADDED
@@ -0,0 +1,670 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - sentence-transformers
4
+ - sentence-similarity
5
+ - feature-extraction
6
+ - dense
7
+ - generated_from_trainer
8
+ - dataset_size:9984
9
+ - loss:TripletLoss
10
+ widget:
11
+ - source_sentence: 'query: amazon brand - solimo others designer multicolor glass
12
+ color 3d printed hard back case mobile cover for nokia 5 cellular_phone_case'
13
+ sentences:
14
+ - 'passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for
15
+ Nokia 6.1 Plus Easy to put & take off with perfect cutouts for volume buttons,
16
+ audio & charging ports. Stylish design and appearance, express your unique personality.
17
+ Extreme precision design allows easy access to all buttons and ports while featuring
18
+ raised bezel to life screen and camera off flat surface. Slim Hard Back Cover
19
+ No Warranty None Others Amazon Brand - Solimo Designer Sky Photography 3D Printed
20
+ Hard Back Case Mobile Cover for Nokia 6.1 Plus 50 gz8597-SL40465 CELLULAR_PHONE_CASE
21
+ nan Amazon Brand - Solimo gz8597-SL40465 Nokia 6.1 Plus PHONE ACCESSORY Others
22
+ Amazon Brand - Solimo gz8597-SL40465 PHONE ACCESSORY Amazon Brand - Solimo PHONE
23
+ ACCESSORY Amazon Brand - Solimo Others Amazon Brand - Solimo PHONE ACCESSORY Others
24
+ Amazon Brand - Solimo Others PHONE ACCESSORY IN Amazon amazon.in 12710103031 /Categories/Mobiles
25
+ & Accessories/Mobile Accessories/Cases & Covers/Back & Bumper Cases nan Nokia
26
+ 6.1 Plus nan nan nan nan nan nan nan the milky phone case'
27
+ - 'passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for
28
+ Nokia 5 Easy to put & take off with perfect cutouts for volume buttons, audio
29
+ & charging ports. Stylish design and appearance, express your unique personality.
30
+ Extreme precision design allows easy access to all buttons and ports while featuring
31
+ raised bezel to life screen and camera off flat surface. Slim Hard Back Cover
32
+ No Warranty Others Amazon Brand - Solimo Designer Multicolor Glass Color 3D Printed
33
+ Hard Back Case Mobile Cover for Nokia 5 50 gz8373-SL40663 CELLULAR_PHONE_CASE
34
+ nan mobile cover back cover mobile case phone case mobile panel phone panel samsung
35
+ mobile case samsung phone cover samsung back case mobile cover back cover mobile
36
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
37
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
38
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
39
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
40
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
41
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
42
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
43
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
44
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
45
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
46
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
47
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
48
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
49
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
50
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
51
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
52
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
53
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
54
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
55
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
56
+ Nokia mobile case Nokia phone cover Nokia back case IN Amazon amazon.in 12710103031
57
+ /Categories/Mobiles & Accessories/Mobile Accessories/Cases & Covers/Back & Bumper
58
+ Cases nan Nokia 5 nan nan nan nan nan nan nan a painting of a river with a boat
59
+ on it'
60
+ - 'passage: 14 246 74 ELISE బయటి మెటీరియల్: రబ్బర్ క్లోజర్ రకం: స్లిప్ ఆన్ మడమ రకం:
61
+ ఫ్లాట్స్ టో స్టైల్: ఓపెన్ టో వారంటీ రకం: తయారీదారు వారంటీ వివరణ: 45 రోజులు ഔട്ടർ
62
+ മെറ്റീരിയൽ: റബ്ബർ ക്ലോഷർ ടൈപ്പ്: സ്ലിപ് ഓൺ ഹീൽ ടൈപ്പ്: ഫ്ലാറ്റ്സ് ടോ സ്റ്റൈൽ:
63
+ ഓപ്പൺ ടോ വാറണ്ടി ടൈപ്പ്: നിർമ്മാതാവ് വാറണ്ടി വിവരണം: 45 ദിവസം आउटर मटीरियल: रबर
64
+ क्लोज़र ��ाइप: स्लिप ऑन Heel type: फ्लैट्स टो स्टाइल: ओपन टो वारंटी टाइप: निर्माता
65
+ वारंटी विवरण: 45 दिन Outer Material: Rubber Closure Type: Slip On Heel type: flats
66
+ Toe Style: Open Toe Warranty Type: Manufacturer Warranty Description: 45 days
67
+ పసుపురంగు മഞ്ഞ पीला Yellow ELISE మహిళల ఫ్లిప్-ఫ్లాప్స్ - పసుపురంగు ELISE സ്ത്രീകളുടെ
68
+ ഫ്ലിപ്പ്-ഫ്ലോപ്പുകൾ - മഞ്ഞ ELISE Women''s Yellow Flip-Flops-4 UK (37 EU) (5 US)
69
+ (EHS20-003) ELISE महिलाओं के लिए फ्लिप-फ्लॉप - पीला 3 EHS20-003 SHOES Flip-Flops
70
+ Elise Flip-Flop Elise Flip-Flop Yellow Slip On IN Amazon amazon.in 1983638031
71
+ /Categories/Shoes/Women''s Shoes/Flip-Flops & Slippers nan nan #F8DE7E nan nan
72
+ nan nan nan nan a pair of flip flops with a pattern on them'
73
+ - source_sentence: 'query: amazonbasics burdeos borgonha - sábana encimera polialgodón
74
+ 200 hilos, 280 x 320 + 10 cm lençol de algodão fios, bordéus flat_sheet flat sheet'
75
+ sentences:
76
+ - 'passage: 0.02 275 275 AmazonBasics AmazonBasics Incluye 1 sábana encimera. Tamaño
77
+ de la sábana: 275 x 275 cm Fabricada en 71% algodón y 29% poliéster. Lavar en
78
+ lavadora con colores similares (hasta 60 ⁰C). La sábana encimera se dobla fácilmente
79
+ ocupando poco espacio en el armario. Inclui 1 lençol de bancada. Tamanho do lençol:
80
+ 275 x 275 cm Feito de 71% algodão e 29% poliéster. Lavar à máquina com cores semelhantes
81
+ (até 60 cm)). O lençol de mesa dobra-se facilmente, ocupando pouco espaço no armário.
82
+ Blanco Branco AmazonBasics - Sábana de abajo polialgodón 200 hilos, Blanco, 275
83
+ x 275 cm AmazonBasics - Lençol de baixo algodão 200 fios, branco, 275 x 275 cm
84
+ 1.52 FLT8-WHT-003 FLAT_SHEET Flat Sheet sabana encimera algodon tela negra 180x200
85
+ sabanas 150 colchas cama 135 colcha 90 telas por metro sabanas blanca de algodon
86
+ cama 150 telas por metro 135 sabana encimera 180x200 ES Amazon amazon.es 3250024031
87
+ /Categorías/Textiles del hogar/Ropa de cama y almohadas/Sábanas y fundas de almohada/Sábanas
88
+ encimeras Polialgodón nan nan nan nan nan 29% Poliéster 71% Algodón nan nan a
89
+ white bed with a white sheet on it'
90
+ - 'passage: nan Amazon Brand - Solimo Snug fit for Panasonic P100, with perfect
91
+ cut-outs for volume buttons, audio and charging ports Compatible with Panasonic
92
+ P100 Easy to put & take off with perfect cutouts for volume buttons, audio & charging
93
+ ports. Stylish design and appearance, express your unique personality. Extreme
94
+ precision design allows easy access to all buttons and ports while featuring raised
95
+ bezel to life screen and camera off flat surface. Multicolor Amazon Brand - Solimo
96
+ Designer Dark Night View UV Printed Soft Back Case Mobile Cover for Panasonic
97
+ P100 50 UV10654-SL40357 CELLULAR_PHONE_CASE nan Back Cover Designer Case Designer
98
+ Dark Night View Mobile Cover Flexible Case Panasonic P100 Case Printed Cover Silicone
99
+ Case Soft TPU cases and covers fashion case mobile Cover IN Amazon amazon.in 12538061031
100
+ /Categories/Mobiles & Accessories/Mobile Accessories/Maintenance, Upkeep & Repairs/Replacement
101
+ Parts/Back Covers 12710103031 /Categories/Mobiles & Accessories/Mobile Accessories/Cases
102
+ & Covers/Back & Bumper Cases Silicon Panasonic P100 nan nan nan nan nan nan nan
103
+ a phone case with a tree and moon'
104
+ - 'passage: 23 28 5.5 AmazonBasics AmazonBasics Incluye 1 sábana encimera. Tamaño
105
+ de la sábana: 280 x 320 + 10 cm Fabricada en 71% algodón y 29% poliéster. Lavar
106
+ en lavadora con colores similares (hasta 60 ⁰C). La sábana encimera se dobla fácilmente
107
+ ocupando poco espacio en el armario. Inclui 1 lençol de bancada. Tamanho do lençol:
108
+ 280 x 320 10 cm Feito de 71% algodão e 29% poliéster. Lavar à máquina com cores
109
+ semelhantes (até 60 cm)). O lençol de mesa dobra-se facilmente, ocupando pouco
110
+ espaço no armário. Burdeos Borgonha AmazonBasics - Sábana encimera polialgodón
111
+ 200 hilos, 280 x 320 + 10 cm - Burdeos AmazonBasics - Lençol de algodão de 200
112
+ fios, 280 x 320 10 cm - Bordéus 0.77 FLT-BGD-003 FLAT_SHEET Flat Sheet telas por
113
+ metro sabana encimera sabanas blanca de algodon cama 150 135 180x200 telas por
114
+ metro sabana encimera sabanas blanca de algodon cama 150 135 180x200 ES Amazon
115
+ amazon.es 3250024031 /Categorías/Textiles del hogar/Ropa de cama y almohadas/Sábanas
116
+ y fundas de almohada/Sábanas encimeras Combinación de algodón FLT FLT nan nan
117
+ nan nan 29% Poliéster 71% Algodón Solido Sólido nan a red sheet with a white background'
118
+ - source_sentence: 'query: amazon collection(アマゾンコレクション) [アマゾンコレクション] collection プラチナ鍍金スターリングシルバー
119
+ 人造ルビ バンド2つのソリティアリング(0.05cttw)11サイズ finering'
120
+ sentences:
121
+ - 'passage: nan Amazon Collection(アマゾンコレクション) ルビー nan [アマゾンコレクション] Amazon Collection
122
+ プラチナ鍍金スターリングシルバー 人造ルビ バンド2つのソリティアリング(0.05cttw)11サイズ nan nan FINERING nan リング 立方晶ジルコニア
123
+ エンゲージメント バンド ソリティア ハロー 宝石 結婚式 結晶 ダイヤモンド JP Amazon amazon.co.jp 86233051 /カテゴリー別/レディース/リング
124
+ nan nan nan nan nan nan nan nan nan a white gold ring with a red stone'
125
+ - 'passage: nan The Fix Satin Satin black satin The Fix Women''s Faris Flat Slide
126
+ Sandal with Pearls, Black Satin, 7.5 B US The Fix Amazon Brand Faris Sandales
127
+ plates avec perles pour femme, 7.5 6.2 880347 SANDAL Faris Flat Slide Sandal with
128
+ Pearls sandals,women,women sandals,sandals women,womens sandals,shoe,sandals for
129
+ women,shoes,women shoes,shoes women,women''s sandals,womens shoes CA Amazon amazon.ca
130
+ 10287465011 /Categories/Women/Clothing 14805806011 /Categories/Women/Shoes/Sandals/Slides
131
+ nan Faris Flat Slide Sandal with Pearls Faris Flat Slide Sandal with Pearls #222222
132
+ nan nan nan Textile nan nan a pair of black and white sandals with pearls'
133
+ - 'passage: nan Amazon Collection(アマゾンコレクション) nan nan [アマゾンコレクション] Amazon Collection
134
+ プラチナメッキ シルバー スワロフスキージルコニア使用 プリンセス チャネル バンドリング nan nan FINERING nan nan JP Amazon
135
+ amazon.co.jp 85896051 /カテゴリー別 nan nan nan nan nan nan nan nan nan a diamond eternity
136
+ eternity eternity eternity eternity eternity eternity eternity eternity eternity
137
+ eternity eternity eternity eternity eternity eternity eternity eternity eternity'
138
+ - source_sentence: 'query: amazon brand - symbol black men''s loafers-11 uk/india
139
+ (45 eu) (az-ky-207c) shoes'
140
+ sentences:
141
+ - 'passage: nan AmazonBasics An Amazon Brand nan AmazonBasics USB 2. A-Male to B-Male
142
+ Cable with Lighted Ends Braided (6 Feet/1.8 Meters) AmazonBasics Câble USB 2.
143
+ A mâle vers B tressé avec embouts lumineux (6 pieds/1,8 m) nan PRIB001USB06F-MaParent
144
+ COMPUTER_ADD_ON nan nan CA Amazon amazon.ca 3341319011 /Categories/Computers &
145
+ Accessories/Accessories/Cables/USB Cables nan nan nan nan nan nan nan nan nan
146
+ a usb cable with a gold connector'
147
+ - 'passage: nan Amazon Brand - Symbol Material: Synthetic Lifestyle: Casual Product
148
+ Type: Men''s Loafers Closure Type: Slip On Warranty Type: Manufacturer Product
149
+ warranty against manufacturing defects: 0 days Care Instructions: Allow your pair
150
+ of shoes to air and de-odorize at regular basis; use shoe bags to prevent any
151
+ stains or mildew; dust any dry dirt from the surface using a clean cloth; do not
152
+ use polish or shiner Toe Style: Closed Toe Use shoe bags to prevent any stains
153
+ or mildew Dust any dry dirt from the surface using a clean cloth Do not use polish
154
+ or shiner Black Amazon Brand - Symbol Men''s Black Loafers-11 UK/India (45 EU)
155
+ (AZ-KY-207C) nan AZ-KY-207C SHOES nan shoes casual shoes for mens shoes for mens
156
+ casual stylish casual shoes men shoes casual wear shoes for mens casual casual
157
+ shoes for men mens casual shoes mens shoes casual men casual shoes casual shoes
158
+ for mens stylish men''s shoes casual white casual shoes for mens shoes casual
159
+ casual shoe men casual shoe mens casual shoe loafers for mens loafers lofer shoes
160
+ for men stylish casual lofar shoes for mens stylish loafer loafer shoes for men
161
+ loafers for men loafer shoes lofers lofer shoes loafers for mens stylish lofer
162
+ loffer shoes lofar loafers shoes for men stylish mens loafers mens shoes loafers
163
+ stylish mens loafer men loafers lofar shoes lofer shoes for men lofers for men
164
+ loafers shoes for men men shoes loafers lofar shoes for men lofer shoes for mens
165
+ shoes loafers casual shoe casual shoes casual shoes for men casual shoes for mens
166
+ casual shoes for mens stylish loafers loafers for mens lofer shoes for men stylish
167
+ casual men casual shoe men casual shoes men shoes casual wear men''s shoes casual
168
+ mens casual shoe mens casual shoes mens shoes casual shoes shoes casual shoes
169
+ for mens casual shoes for mens casual stylish white casual shoes for mens casual
170
+ shoe casual shoes casual shoes for men casual shoes for mens casual shoes for
171
+ mens stylish loafers loafers for mens lofer shoes for men stylish casual men casual
172
+ shoe men casual shoes men shoes casual wear men''s shoes casual mens casual shoe
173
+ mens casual shoes mens shoes casual shoes shoes casual shoes for mens casual shoes
174
+ for mens casual stylish white casual shoes for mens casual shoe casual shoes casual
175
+ shoes for men casual shoes for mens casual shoes for mens stylish loafers loafers
176
+ for mens lofer shoes for men stylish casual men casual shoe men casual shoes men
177
+ shoes casual wear men''s shoes casual mens casual shoe mens casual shoes mens
178
+ shoes casual shoes shoes casual shoes for mens casual shoes for mens casual stylish
179
+ white casual shoes for mens casual shoe casual shoes casual shoes for men casual
180
+ shoes for mens casual shoes for mens stylish loafers loafers for mens lofer shoes
181
+ for men stylish casual men casual shoe men casual shoes men shoes casual wear
182
+ men''s shoes casual mens casual shoe mens casual shoes mens shoes casual shoes
183
+ shoes casual shoes for mens casual shoes for mens casual stylish white casual
184
+ shoes for mens casual shoe casual shoes casual shoes for men casual shoes for
185
+ mens casual shoes for mens stylish loafers loafers for mens lofer shoes for men
186
+ stylish casual men casual shoe men casual shoes men shoes casual wear men''s shoes
187
+ casual mens casual shoe mens casual shoes mens shoes casual shoes shoes casual
188
+ shoes for mens casual shoes for mens casual stylish white casual shoes for mens
189
+ casual shoe casual shoes casual shoes for men casual shoes for mens casual shoes
190
+ for mens stylish loafers loafers for mens lofer shoes for men stylish casual men
191
+ casual shoe men casual shoes men shoes casual wear men''s shoes casual mens casual
192
+ shoe mens casual shoes mens shoes casual shoes shoes casual shoes for mens casual
193
+ shoes for mens casual stylish white casual shoes for mens casual shoe casual shoes
194
+ casual shoes for men casual shoes for mens casual shoes for mens stylish loafers
195
+ loafers for mens lofer shoes for men stylish casual men casual shoe men casual
196
+ shoes men shoes casual wear men''s shoes casual mens casual shoe mens casual shoes
197
+ mens shoes casual shoes shoes casual shoes for mens casual shoes for mens casual
198
+ stylish white casual shoes for mens casual shoe casual shoes casual shoes for
199
+ men casual shoes for mens casual shoes for mens stylish loafers loafers for mens
200
+ lofer shoes for men stylish casual men casual shoe men casual shoes men shoes
201
+ casual wear men''s shoes casual mens casual shoe mens casual shoes mens shoes
202
+ casual shoes shoes casual shoes for mens casual shoes for mens casual stylish
203
+ white casual shoes for mens casual shoe casual shoes casual shoes for men casual
204
+ shoes for mens casual shoes for mens stylish loafers loafers for mens lofer shoes
205
+ for men stylish casual men casual shoe men casual shoes men shoes casual wear
206
+ men''s shoes casual mens casual shoe mens casual shoes mens shoes casual shoes
207
+ shoes casual shoes for mens casual shoes for mens casual stylish white casual
208
+ shoes for mens casual shoe casual shoes casual shoes for men casual shoes for
209
+ mens casual shoes for mens stylish loafers loafers for mens lofer shoes for men
210
+ stylish casual men casual shoe men casual shoes men shoes casual wear men''s shoes
211
+ casual mens casual shoe mens casual shoes mens shoes casual shoes shoes casual
212
+ shoes for mens casual shoes for mens casual stylish white casual shoes for mens
213
+ casual shoe casual shoes casual shoes for men casual shoes for mens casual shoes
214
+ for mens stylish loafers loafers for mens lofer shoes for men stylish casual men
215
+ casual shoe men casual shoes men shoes casual wear men''s shoes casual mens casual
216
+ shoe mens casual shoes mens shoes casual shoes shoes casual shoes for mens casual
217
+ shoes for mens casual stylish white casual shoes for mens casual shoe casual shoes
218
+ casual shoes for men casual shoes for mens casual shoes for mens stylish loafers
219
+ loafers for mens lofer shoes for men stylish casual men casual shoe men casual
220
+ shoes men shoes casual wear men''s shoes casual mens casual shoe mens casual shoes
221
+ mens shoes casual shoes shoes casual shoes for mens casual shoes for mens casual
222
+ stylish white casual shoes for mens casual shoe casual shoes casual shoes for
223
+ men casual shoes for mens casual shoes for mens stylish loafers loafers for mens
224
+ lofer shoes for men stylish casual men casual shoe men casual shoes men shoes
225
+ casual wear men''s shoes casual mens casual shoe mens casual shoes mens shoes
226
+ casual shoes shoes casual shoes for mens casual shoes for mens casual stylish
227
+ white casual shoes for mens casual shoe casual shoes casual shoes for men casual
228
+ shoes for mens casual shoes for mens stylish loafers loafers for mens lofer shoes
229
+ for men stylish casual men casual shoe men casual shoes men shoes casual wear
230
+ men''s shoes casual mens casual shoe mens casual shoes mens shoes casual shoes
231
+ shoes casual shoes for mens casual shoes for mens casual stylish white casual
232
+ shoes for mens IN Amazon amazon.in 1983573031 /Categories/Shoes/Men''s Shoes/Casual
233
+ Shoes/Loafers & Moccasins Synthetic nan #222222 nan nan nan nan nan nan a pair
234
+ of black leather loafs with red trim'
235
+ - 'passage: nan Amazon Brand - Symbol బయటి మెటీరియల్: కాన్వాస్ లైఫ్ స్టైల్: పురుషుల
236
+ క్యాజువల్ షూస్ ఉత్పత్తి రకం: లోఫర్లు షూ వెడల్పు: మీడియం క్లోజర్ రకం: స్లిప్ ఆన్
237
+ టో స్టైల్: క్లోజ్డ్ టో వారంటీ రకం: తయారీదారు తయారీ లోపాలపై ఉత్పత్తి వారంటీ: 30
238
+ రోజులు సంరక్షణ సూచనలు: మీ బూట్ల జతకు గాలి తగిలేలా చూడాలి మరియు రోజూ వాటిని డియోడరైజ్
239
+ చేయాలి; మీ బూట్లు ధరించడానికి షూ-హార్న్ ఉపయోగించడం వల్ల మీ బూట్ల వెనుక భాగానికి
240
+ నష్టం జరగదు; మరకలు లేదా బూజు నివారించడానికి షూ బ్యాగులను ఉపయోగించండి. ഔട്ടർ മെറ്റീരിയൽ:
241
+ ക്യാൻവാസ് ലൈഫ്സ്റ്റൈൽ: പുരുഷന്മാരുടെ കാഷ്വൽ ഷൂസ് ഉൽപ്പന്ന തരം: ലോഫറുകൾ ഷൂവിന്റെ
242
+ വീതി: മീഡിയം ക്ലോഷർ ടൈപ്പ്: സ്ലിപ് ഓൺ ടോ സ്റ്റൈൽ: ക്ലോസ്ഡ് ടോ വാറണ്ടി ടൈപ്പ്:
243
+ നിർമ്മാതാവ് ഉൽപ്പാദന വൈകല്യങ്ങൾക്കെതിരായ ഉൽപ്പന്ന വാറണ്ടി: 30 ദിവസം പരിചരണ നിർദ്ദേശങ്ങൾ:
244
+ നിങ്ങളുടെ ഷൂസ് സ്ഥിരമായി വായുവിൽ തുറന്ന് വയ്ക്കുകയും ദുർഗന്ധ വിമുക്തമാകുന്നതിന്
245
+ അനുവദിക്കുകയും ചെയ്യുക; നിങ്ങളുടെ ഷൂസ് നിങ്ങളുടെ ഷൂവിന്റെ പുറകുവശത്തിന് കേടുപാടുകൾ
246
+ സംഭവിക്കാതിരിക്കാൻ ഷൂ-ഹോൺ ഉപയോഗിക്കുക; കറയും പൂപ്പലും തടയാൻ ഷൂ ബാഗുകൾ ഉപയോഗിക്കുക.
247
+ आउटर मटेरियल: कैनवास प्रोडक्ट टाइप: लोफ़र्स लाइफस्टाइल: पुरुषों के लिए कैजुअल
248
+ शूज़ टो स्टाइल: क्लोज़ टो. क्लोजर टाइप: स्लिप ऑन - - देखभाल संबंधी निर्देश: अपने
249
+ जूतों की जोड़ी पर नियमित रूप से हवा लगने दें और दुर्गंध को दूर करें, अपने जूते
250
+ पहनने के लिए शू-हॉर्न का इस्तेमाल करके आप जूतों के पीछे वाले हिस्से को क्षति से
251
+ बचा सकते हैं; किसी भी प्रकार के धब्बों को या फफूंदी से बचने के लिए शू बैग का इस्तेमाल
252
+ करें. Outer Material: Canvas Lifestyle: Men''s Casual Shoes Product Type: Loafers
253
+ Shoe Width: Medium Closure Type: Slip On Toe Style: Closed Toe Warranty Type:
254
+ Manufacturer Product warranty against manufacturing defects: 30 days Care Instructions:
255
+ Allow your pair of shoes to air and de-odorize at regular basis; Using a Shoe-horn
256
+ to wear your shoes will avoid damage to the back of your shoes; Use Shoe bags
257
+ to prevent any stains or mildew. స్కై ആകാശം आसमानी Sky Amazon బ్రాండ్ - Symbol
258
+ పురుషుల కాన్వాస్ లోఫర్స్ - నీలం Amazon Brand - Symbol പുരുഷന്മാരുടെ ക്യാൻവാസ്
259
+ ലോഫറുകൾ - നീല Amazon Brand - Symbol Men''s Sky Loafers-11 UK/India (45 EU) (AZ-KY-227A)
260
+ Amazon ब्रांड - Symbol पुरुषों के लोफ़र्स - नीला - 11 UK nan AZ-KY-227A SHOES
261
+ nan shoes shoes for men sneakers for mens loafers for mens stylish latest casual
262
+ shoes for mens white shoes for mens sneakers sneakers lofar shoes for mens men
263
+ shoes casual shoes mens shoes loafers shoes shoes for men sneakers for mens loafers
264
+ for mens stylish latest casual shoes for mens white shoes for mens sneakers sneakers
265
+ lofar shoes for mens men shoes casual shoes mens shoes loafers shoes shoes for
266
+ men sneakers for mens loafers for mens stylish latest casual shoes for mens white
267
+ shoes for mens sneakers sneakers lofar shoes for mens men shoes casual shoes mens
268
+ shoes loafers shoes shoes for men sneakers for mens loafers for mens stylish latest
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+ casual shoes for mens white shoes for mens sneakers sneakers lofar shoes for mens
270
+ men shoes casual shoes mens shoes loafers shoes shoes for men sneakers for mens
271
+ loafers for mens stylish latest casual shoes for mens white shoes for mens sneakers
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+ sneakers lofar shoes for mens men shoes casual shoes mens shoes loafers shoes
273
+ shoes for men sneakers for mens loafers for mens stylish latest casual shoes for
274
+ mens white shoes for mens sneakers sneakers lofar shoes for mens men shoes casual
275
+ shoes mens shoes loafers shoes shoes for men sneakers for mens loafers for mens
276
+ stylish latest casual shoes for mens white shoes for mens sneakers sneakers lofar
277
+ shoes for mens men shoes casual shoes mens shoes loafers shoes shoes for men sneakers
278
+ for mens loafers for mens stylish latest casual shoes for mens white shoes for
279
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280
+ loafers shoes shoes for men sneakers for mens loafers for mens stylish latest
281
+ casual shoes for mens white shoes for mens sneakers sneakers lofar shoes for mens
282
+ men shoes casual shoes mens shoes loafers shoes shoes for men sneakers for mens
283
+ loafers for mens stylish latest casual shoes for mens white shoes for mens sneakers
284
+ sneakers lofar shoes for mens men shoes casual shoes mens shoes loafers shoes
285
+ shoes for men sneakers for mens loafers for mens stylish latest casual shoes for
286
+ mens white shoes for mens sneakers sneakers lofar shoes for mens men shoes casual
287
+ shoes mens shoes loafers shoes shoes for men sneakers for mens loafers for mens
288
+ stylish latest casual shoes for mens white shoes for mens sneakers sneakers lofar
289
+ shoes for mens men shoes casual shoes mens shoes loafers shoes shoes for men sneakers
290
+ for mens loafers for mens stylish latest casual shoes for mens white shoes for
291
+ mens sneakers sneakers lofar shoes for mens men shoes casual shoes mens shoes
292
+ loafers shoes shoes for men sneakers for mens loafers for mens stylish latest
293
+ casual shoes for mens white shoes for mens sneakers sneakers lofar shoes for mens
294
+ men shoes casual shoes mens shoes loafers shoes shoes for men sneakers for mens
295
+ loafers for mens stylish latest casual shoes for mens white shoes for mens sneakers
296
+ sneakers lofar shoes for mens men shoes casual shoes mens shoes loafers IN Amazon
297
+ amazon.in 1983573031 /Categories/Shoes/Men''s Shoes/Casual Shoes/Loafers & Moccasins
298
+ కాన్వాస్ ക്യാൻവാസ് Canvas कैनवास nan #BCD4E6 nan nan nan nan Printed nan a pair
299
+ of blue slip on a white background'
300
+ - source_sentence: 'query: amazonbasics dark grey premium microfiber pillowcases,
301
+ 2-pack - 50 x 80 cm, home_bed_and_bath'
302
+ sentences:
303
+ - 'passage: 0.98 9.45 5.91 AmazonBasics AmazonBasics Premium Microfiber Pillowcases,
304
+ 2-Pack - 50 x 80 cm, Dark Grey An Amazon Brand Content coming soon Dark Grey AmazonBasics
305
+ Premium Microfiber Pillowcases, 2-Pack - 50 x 80 cm, Dark Grey 0.6 PC9-DG-003
306
+ HOME_BED_AND_BATH nan grey pillowcases pillow covers case white 2 pack silk pillowcase
307
+ cases of 4 blissy GB Amazon amazon.co.uk 3229406031 /Home & Garden/Home & Kitchen/Categories/Bedding
308
+ & Linens/Bedding/Sheets & Pillowcases/Pillowcases nan nan nan nan nan nan nan
309
+ nan nan a gray sheet with a white background'
310
+ - 'passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for
311
+ Nokia 6.1 Plus Easy to put & take off with perfect cutouts for volume buttons,
312
+ audio & charging ports. Stylish design and appearance, express your unique personality.
313
+ Extreme precision design allows easy access to all buttons and ports while featuring
314
+ raised bezel to life screen and camera off flat surface. Slim Hard Back Cover
315
+ No Warranty Others Amazon Brand - Solimo Designer Multiolor Brush Texture on Wall
316
+ 3D Printed Hard Back Case Mobile Cover for Nokia 6.1 Plus 50 gz8597-SL40633 CELLULAR_PHONE_CASE
317
+ nan mobile cover back cover mobile case phone case mobile panel phone panel vivo
318
+ mobile case vivo phone cover vivo back case mobile cover back cover mobile case
319
+ phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
320
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
321
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
322
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
323
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
324
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
325
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
326
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
327
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
328
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
329
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
330
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
331
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
332
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
333
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
334
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
335
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
336
+ Nokia mobile case Nokia phone cover Nokia back case mobile cover back cover mobile
337
+ case phone case mobile panel phone panel Nokia mobile case Nokia phone cover Nokia
338
+ back case mobile cover back cover mobile case phone case mobile panel phone panel
339
+ Nokia mobile case Nokia phone cover Nokia back case IN Amazon amazon.in 12710103031
340
+ /Categories/Mobiles & Accessories/Mobile Accessories/Cases & Covers/Back & Bumper
341
+ Cases nan Nokia 6.1 Plus nan nan nan nan nan nan nan a colorful painting on a
342
+ white background phone case'
343
+ - 'passage: 0.98 9.45 5.91 AmazonBasics AmazonBasics Premium Microfiber Pillowcases,
344
+ 2-Pack - 40 x 80 cm, Dark Grey An Amazon Brand Content coming soon Dark Grey AmazonBasics
345
+ Premium Microfiber Pillowcases, 2-Pack - 40 x 80 cm, Dark Grey 0.44 PC9-DG-001
346
+ HOME_BED_AND_BATH nan pillow cases grey pillowcases silk pillowcase pack of 4
347
+ case deep fitted double sheet small 2 white AU Amazon amazon.com.au 4975950051
348
+ /Categories/Bedding & Linen/Sheets & Pillowcases/Pillowcases nan nan nan nan nan
349
+ nan nan nan nan a gray sheet with a white background'
350
+ pipeline_tag: sentence-similarity
351
+ library_name: sentence-transformers
352
+ ---
353
+
354
+ # SentenceTransformer
355
+
356
+ This is a [sentence-transformers](https://www.SBERT.net) model trained. It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
357
+
358
+ ## Model Details
359
+
360
+ ### Model Description
361
+ - **Model Type:** Sentence Transformer
362
+ <!-- - **Base model:** [Unknown](https://huggingface.co/unknown) -->
363
+ - **Maximum Sequence Length:** 512 tokens
364
+ - **Output Dimensionality:** 768 dimensions
365
+ - **Similarity Function:** Cosine Similarity
366
+ <!-- - **Training Dataset:** Unknown -->
367
+ <!-- - **Language:** Unknown -->
368
+ <!-- - **License:** Unknown -->
369
+
370
+ ### Model Sources
371
+
372
+ - **Documentation:** [Sentence Transformers Documentation](https://sbert.net)
373
+ - **Repository:** [Sentence Transformers on GitHub](https://github.com/UKPLab/sentence-transformers)
374
+ - **Hugging Face:** [Sentence Transformers on Hugging Face](https://huggingface.co/models?library=sentence-transformers)
375
+
376
+ ### Full Model Architecture
377
+
378
+ ```
379
+ SentenceTransformer(
380
+ (0): Transformer({'max_seq_length': 512, 'do_lower_case': False, 'architecture': 'BertModel'})
381
+ (1): Pooling({'word_embedding_dimension': 768, 'pooling_mode_cls_token': False, 'pooling_mode_mean_tokens': True, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
382
+ (2): Normalize()
383
+ )
384
+ ```
385
+
386
+ ## Usage
387
+
388
+ ### Direct Usage (Sentence Transformers)
389
+
390
+ First install the Sentence Transformers library:
391
+
392
+ ```bash
393
+ pip install -U sentence-transformers
394
+ ```
395
+
396
+ Then you can load this model and run inference.
397
+ ```python
398
+ from sentence_transformers import SentenceTransformer
399
+
400
+ # Download from the 🤗 Hub
401
+ model = SentenceTransformer("sentence_transformers_model_id")
402
+ # Run inference
403
+ sentences = [
404
+ 'query: amazonbasics dark grey premium microfiber pillowcases, 2-pack - 50 x 80 cm, home_bed_and_bath',
405
+ 'passage: 0.98 9.45 5.91 AmazonBasics AmazonBasics Premium Microfiber Pillowcases, 2-Pack - 50 x 80 cm, Dark Grey An Amazon Brand Content coming soon Dark Grey AmazonBasics Premium Microfiber Pillowcases, 2-Pack - 50 x 80 cm, Dark Grey 0.6 PC9-DG-003 HOME_BED_AND_BATH nan grey pillowcases pillow covers case white 2 pack silk pillowcase cases of 4 blissy GB Amazon amazon.co.uk 3229406031 /Home & Garden/Home & Kitchen/Categories/Bedding & Linens/Bedding/Sheets & Pillowcases/Pillowcases nan nan nan nan nan nan nan nan nan a gray sheet with a white background',
406
+ 'passage: 0.98 9.45 5.91 AmazonBasics AmazonBasics Premium Microfiber Pillowcases, 2-Pack - 40 x 80 cm, Dark Grey An Amazon Brand Content coming soon Dark Grey AmazonBasics Premium Microfiber Pillowcases, 2-Pack - 40 x 80 cm, Dark Grey 0.44 PC9-DG-001 HOME_BED_AND_BATH nan pillow cases grey pillowcases silk pillowcase pack of 4 case deep fitted double sheet small 2 white AU Amazon amazon.com.au 4975950051 /Categories/Bedding & Linen/Sheets & Pillowcases/Pillowcases nan nan nan nan nan nan nan nan nan a gray sheet with a white background',
407
+ ]
408
+ embeddings = model.encode(sentences)
409
+ print(embeddings.shape)
410
+ # [3, 768]
411
+
412
+ # Get the similarity scores for the embeddings
413
+ similarities = model.similarity(embeddings, embeddings)
414
+ print(similarities)
415
+ # tensor([[1.0000, 0.8601, 0.7474],
416
+ # [0.8601, 1.0000, 0.8626],
417
+ # [0.7474, 0.8626, 1.0000]])
418
+ ```
419
+
420
+ <!--
421
+ ### Direct Usage (Transformers)
422
+
423
+ <details><summary>Click to see the direct usage in Transformers</summary>
424
+
425
+ </details>
426
+ -->
427
+
428
+ <!--
429
+ ### Downstream Usage (Sentence Transformers)
430
+
431
+ You can finetune this model on your own dataset.
432
+
433
+ <details><summary>Click to expand</summary>
434
+
435
+ </details>
436
+ -->
437
+
438
+ <!--
439
+ ### Out-of-Scope Use
440
+
441
+ *List how the model may foreseeably be misused and address what users ought not to do with the model.*
442
+ -->
443
+
444
+ <!--
445
+ ## Bias, Risks and Limitations
446
+
447
+ *What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
448
+ -->
449
+
450
+ <!--
451
+ ### Recommendations
452
+
453
+ *What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
454
+ -->
455
+
456
+ ## Training Details
457
+
458
+ ### Training Dataset
459
+
460
+ #### Unnamed Dataset
461
+
462
+ * Size: 9,984 training samples
463
+ * Columns: <code>sentence_0</code>, <code>sentence_1</code>, and <code>sentence_2</code>
464
+ * Approximate statistics based on the first 1000 samples:
465
+ | | sentence_0 | sentence_1 | sentence_2 |
466
+ |:--------|:-----------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------|
467
+ | type | string | string | string |
468
+ | details | <ul><li>min: 8 tokens</li><li>mean: 49.38 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 45 tokens</li><li>mean: 337.77 tokens</li><li>max: 512 tokens</li></ul> | <ul><li>min: 44 tokens</li><li>mean: 290.82 tokens</li><li>max: 512 tokens</li></ul> |
469
+ * Samples:
470
+ | sentence_0 | sentence_1 | sentence_2 |
471
+ |:--------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
472
+ | <code>query: amazon brand - solimo others designer blue flower 3d printed hard back case mobile cover for htc one m8 cellular_phone_case</code> | <code>passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for HTC One M8 Easy to put & take off with perfect cutouts for volume buttons, audio & charging ports. Stylish design and appearance, express your unique personality. Extreme precision design allows easy access to all buttons and ports while featuring raised bezel to life screen and camera off flat surface. Slim Hard Back Cover No Warranty None Others Amazon Brand - Solimo Designer Blue Flower 3D Printed Hard Back Case Mobile Cover for HTC One M8 50 gz8270-SL40315 CELLULAR_PHONE_CASE nan mobile cover back cover mobile case phone case mobile panel phone panel Xiaomi Mi mobile case Xiaomi Mi phone cover Xiaomi Mi back case hard case 3D printed mobile cover mobile cover back cover mobile case phone case mobile panel phone panel HTC Desire mobile case HTC Desire phone cover HTC Desire back case hard case 3D printed mobile cover mobile cover back cover mobile case phone case mobile panel phone panel HTC Desire mobile ...</code> | <code>passage: nan Amazon Brand - Solimo 3D Printed Hard Back Case Mobile Cover for HTC One M8 Easy to put & take off with perfect cutouts for volume buttons, audio & charging ports. Stylish design and appearance, express your unique personality. Extreme precision design allows easy access to all buttons and ports while featuring raised bezel to life screen and camera off flat surface. Slim Hard Back Cover No Warranty None Others Amazon Brand - Solimo Designer Jar at Sea Serface 3D Printed Hard Back Case Mobile Cover for HTC One M8 50 gz8270-SL40303 CELLULAR_PHONE_CASE nan mobile cover back cover mobile case phone case mobile panel phone panel samsung mobile case samsung phone cover samsung back case mobile cover back cover mobile case phone case mobile panel phone panel HTC Desire mobile case HTC Desire phone cover HTC Desire back case hard case 3D printed mobile cover mobile cover back cover mobile case phone case mobile panel phone panel HTC Desire mobile case HTC Desire phone cover HTC D...</code> |
473
+ | <code>query: amazon brand - solimo multicolor designer pink flowers 3d printed hard back case mobile cover for samsung galaxy m30 cellular_phone_case girlie</code> | <code>passage: nan Amazon Brand - Solimo Snug fit for Samsung Galaxy M30, with perfect cut-outs for volume buttons, audio and charging ports Compatible with Samsung Galaxy M30 Easy to put & take off with perfect cutouts for volume buttons, audio & charging ports. Stylish design and appearance, express your unique personality. Extreme precision design allows easy access to all buttons and ports while featuring raised bezel to life screen and camera off flat surface. Multicolor Amazon Brand - Solimo Designer Pink Flowers 3D Printed Hard Back Case Mobile Cover for Samsung Galaxy M30 50 gz8646-SL13651 CELLULAR_PHONE_CASE girlie cellphonecover backcase mobileguard mobilecover cellphonecase phonecover case protectivecase cover backcover phoneguard mobilecase protectivecover phonecase Back Cover Designer Case Designer Pink Flowers Mobile Cover Hard Case Printed Cover Samsung Galaxy M30 Case cases and covers fashion case mobile cover polycarbonate cover Back Cover Designer Case Designer Pink Flowers...</code> | <code>passage: nan Amazon Brand - Solimo Snug fit for Samsung Galaxy M30, with perfect cut-outs for volume buttons, audio and charging ports Compatible with Samsung Galaxy M30 Easy to put & take off with perfect cutouts for volume buttons, audio & charging ports. Stylish design and appearance, express your unique personality. Extreme precision design allows easy access to all buttons and ports while featuring raised bezel to life screen and camera off flat surface. Multicolor Amazon Brand - Solimo Designer White Flower UV Printed Soft Back Case Mobile Cover for Samsung Galaxy M30 50 UV10713-SL40325 CELLULAR_PHONE_CASE pattern Back Cover Designer Case Designer White Flower Mobile Cover Flexible Case Printed Cover Samsung Galaxy M30 Case Silicone Case Soft TPU cases and covers fashion case mobile Cover IN Amazon amazon.in 12538061031 /Categories/Mobiles & Accessories/Mobile Accessories/Maintenance, Upkeep & Repairs/Replacement Parts/Back Covers 12710103031 /Categories/Mobiles & Accessories/Mob...</code> |
474
+ | <code>query: 206 collective python print leder damen kleid pumpe, leder, 39.5 eu shoes mercer dress pumps</code> | <code>passage: nan 206 Collective Klassische Pumpe mit spitzem Zehenbereich Mit Leder gefüttert. Wenn Sie zwischen zwei Größen liegen, empfiehlt 206 Collective eine größere Größe. Python Print Leder 206 Collective Damen Kleid Pumpe, Python Print Leder, 39.5 EU 6.3 AW0008APython Print SHOES Mercer Dress Pumps Zapatos, Schuh, Para de Damen, Mujer, Absätze Modischer Designer-Modeschmuck, Arbeitskleidung, Büro, Top, Geschenk, formelle Geburtstage, Partys, Feiern, Cocktailpartys, Abschlussball, Hochzeit, Mutter, Brautjungfer, Abendball, sexy Geschenke für sie. DE Amazon amazon.de 1760311031 /Kategorien/Schuhe/Damen/Pumps nan nan #555555 nan 2017 nan Leder nan nan a pair of shoes with a snake skin pattern</code> | <code>passage: nan 206 Collective Klassische Pumpe mit spitzem Zehenbereich Mit Leder gefüttert. Wenn Sie zwischen zwei Größen liegen, empfiehlt 206 Collective eine größere Größe. Marineblau Leder 206 Collective Damen Mercer Leather Dress Pumpe, Marineblau (Leder), 36.5 EU nan AW0008Anavy SHOES Mercer Dress Pumps Zapatos, Schuh, Para de Damen, Mujer, Absätze Modischer Designer-Modeschmuck, Arbeitskleidung, Büro, Top, Geschenk, formelle Geburtstage, Partys, Feiern, Cocktailpartys, Abschlussball, Hochzeit, Mutter, Brautjungfer, Abendball, sexy Geschenke für sie. DE Amazon amazon.de 1760311031 /Kategorien/Schuhe/Damen/Pumps nan Mercer Leather Dress Pump #202830 nan nan nan Leder nan nan a pair of navy leather pumps</code> |
475
+ * Loss: [<code>TripletLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#tripletloss) with these parameters:
476
+ ```json
477
+ {
478
+ "distance_metric": "<lambda>",
479
+ "triplet_margin": 0.2
480
+ }
481
+ ```
482
+
483
+ ### Training Hyperparameters
484
+ #### Non-Default Hyperparameters
485
+
486
+ - `per_device_train_batch_size`: 32
487
+ - `per_device_eval_batch_size`: 32
488
+ - `num_train_epochs`: 1
489
+ - `fp16`: True
490
+ - `multi_dataset_batch_sampler`: round_robin
491
+
492
+ #### All Hyperparameters
493
+ <details><summary>Click to expand</summary>
494
+
495
+ - `overwrite_output_dir`: False
496
+ - `do_predict`: False
497
+ - `eval_strategy`: no
498
+ - `prediction_loss_only`: True
499
+ - `per_device_train_batch_size`: 32
500
+ - `per_device_eval_batch_size`: 32
501
+ - `per_gpu_train_batch_size`: None
502
+ - `per_gpu_eval_batch_size`: None
503
+ - `gradient_accumulation_steps`: 1
504
+ - `eval_accumulation_steps`: None
505
+ - `torch_empty_cache_steps`: None
506
+ - `learning_rate`: 5e-05
507
+ - `weight_decay`: 0.0
508
+ - `adam_beta1`: 0.9
509
+ - `adam_beta2`: 0.999
510
+ - `adam_epsilon`: 1e-08
511
+ - `max_grad_norm`: 1
512
+ - `num_train_epochs`: 1
513
+ - `max_steps`: -1
514
+ - `lr_scheduler_type`: linear
515
+ - `lr_scheduler_kwargs`: {}
516
+ - `warmup_ratio`: 0.0
517
+ - `warmup_steps`: 0
518
+ - `log_level`: passive
519
+ - `log_level_replica`: warning
520
+ - `log_on_each_node`: True
521
+ - `logging_nan_inf_filter`: True
522
+ - `save_safetensors`: True
523
+ - `save_on_each_node`: False
524
+ - `save_only_model`: False
525
+ - `restore_callback_states_from_checkpoint`: False
526
+ - `no_cuda`: False
527
+ - `use_cpu`: False
528
+ - `use_mps_device`: False
529
+ - `seed`: 42
530
+ - `data_seed`: None
531
+ - `jit_mode_eval`: False
532
+ - `use_ipex`: False
533
+ - `bf16`: False
534
+ - `fp16`: True
535
+ - `fp16_opt_level`: O1
536
+ - `half_precision_backend`: auto
537
+ - `bf16_full_eval`: False
538
+ - `fp16_full_eval`: False
539
+ - `tf32`: None
540
+ - `local_rank`: 0
541
+ - `ddp_backend`: None
542
+ - `tpu_num_cores`: None
543
+ - `tpu_metrics_debug`: False
544
+ - `debug`: []
545
+ - `dataloader_drop_last`: False
546
+ - `dataloader_num_workers`: 0
547
+ - `dataloader_prefetch_factor`: None
548
+ - `past_index`: -1
549
+ - `disable_tqdm`: False
550
+ - `remove_unused_columns`: True
551
+ - `label_names`: None
552
+ - `load_best_model_at_end`: False
553
+ - `ignore_data_skip`: False
554
+ - `fsdp`: []
555
+ - `fsdp_min_num_params`: 0
556
+ - `fsdp_config`: {'min_num_params': 0, 'xla': False, 'xla_fsdp_v2': False, 'xla_fsdp_grad_ckpt': False}
557
+ - `fsdp_transformer_layer_cls_to_wrap`: None
558
+ - `accelerator_config`: {'split_batches': False, 'dispatch_batches': None, 'even_batches': True, 'use_seedable_sampler': True, 'non_blocking': False, 'gradient_accumulation_kwargs': None}
559
+ - `parallelism_config`: None
560
+ - `deepspeed`: None
561
+ - `label_smoothing_factor`: 0.0
562
+ - `optim`: adamw_torch_fused
563
+ - `optim_args`: None
564
+ - `adafactor`: False
565
+ - `group_by_length`: False
566
+ - `length_column_name`: length
567
+ - `ddp_find_unused_parameters`: None
568
+ - `ddp_bucket_cap_mb`: None
569
+ - `ddp_broadcast_buffers`: False
570
+ - `dataloader_pin_memory`: True
571
+ - `dataloader_persistent_workers`: False
572
+ - `skip_memory_metrics`: True
573
+ - `use_legacy_prediction_loop`: False
574
+ - `push_to_hub`: False
575
+ - `resume_from_checkpoint`: None
576
+ - `hub_model_id`: None
577
+ - `hub_strategy`: every_save
578
+ - `hub_private_repo`: None
579
+ - `hub_always_push`: False
580
+ - `hub_revision`: None
581
+ - `gradient_checkpointing`: False
582
+ - `gradient_checkpointing_kwargs`: None
583
+ - `include_inputs_for_metrics`: False
584
+ - `include_for_metrics`: []
585
+ - `eval_do_concat_batches`: True
586
+ - `fp16_backend`: auto
587
+ - `push_to_hub_model_id`: None
588
+ - `push_to_hub_organization`: None
589
+ - `mp_parameters`:
590
+ - `auto_find_batch_size`: False
591
+ - `full_determinism`: False
592
+ - `torchdynamo`: None
593
+ - `ray_scope`: last
594
+ - `ddp_timeout`: 1800
595
+ - `torch_compile`: False
596
+ - `torch_compile_backend`: None
597
+ - `torch_compile_mode`: None
598
+ - `include_tokens_per_second`: False
599
+ - `include_num_input_tokens_seen`: False
600
+ - `neftune_noise_alpha`: None
601
+ - `optim_target_modules`: None
602
+ - `batch_eval_metrics`: False
603
+ - `eval_on_start`: False
604
+ - `use_liger_kernel`: False
605
+ - `liger_kernel_config`: None
606
+ - `eval_use_gather_object`: False
607
+ - `average_tokens_across_devices`: False
608
+ - `prompts`: None
609
+ - `batch_sampler`: batch_sampler
610
+ - `multi_dataset_batch_sampler`: round_robin
611
+ - `router_mapping`: {}
612
+ - `learning_rate_mapping`: {}
613
+
614
+ </details>
615
+
616
+ ### Framework Versions
617
+ - Python: 3.12.11
618
+ - Sentence Transformers: 5.1.0
619
+ - Transformers: 4.56.0
620
+ - PyTorch: 2.8.0+cu126
621
+ - Accelerate: 1.10.1
622
+ - Datasets: 4.0.0
623
+ - Tokenizers: 0.22.0
624
+
625
+ ## Citation
626
+
627
+ ### BibTeX
628
+
629
+ #### Sentence Transformers
630
+ ```bibtex
631
+ @inproceedings{reimers-2019-sentence-bert,
632
+ title = "Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks",
633
+ author = "Reimers, Nils and Gurevych, Iryna",
634
+ booktitle = "Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing",
635
+ month = "11",
636
+ year = "2019",
637
+ publisher = "Association for Computational Linguistics",
638
+ url = "https://arxiv.org/abs/1908.10084",
639
+ }
640
+ ```
641
+
642
+ #### TripletLoss
643
+ ```bibtex
644
+ @misc{hermans2017defense,
645
+ title={In Defense of the Triplet Loss for Person Re-Identification},
646
+ author={Alexander Hermans and Lucas Beyer and Bastian Leibe},
647
+ year={2017},
648
+ eprint={1703.07737},
649
+ archivePrefix={arXiv},
650
+ primaryClass={cs.CV}
651
+ }
652
+ ```
653
+
654
+ <!--
655
+ ## Glossary
656
+
657
+ *Clearly define terms in order to be accessible across audiences.*
658
+ -->
659
+
660
+ <!--
661
+ ## Model Card Authors
662
+
663
+ *Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
664
+ -->
665
+
666
+ <!--
667
+ ## Model Card Contact
668
+
669
+ *Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
670
+ -->
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